{"id":"W3041302612","doi":"10.1080/02701367.2020.1756198","title":"An Analysis of Literature on Sport Officiating Research","year":2020,"lang":"en","type":"article","venue":"Research Quarterly for Exercise and Sport","topic":"Sports injuries and prevention","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Strengths and weaknesses; Demographics; Psychology; Representation (politics); Applied psychology; Data science; Computer science; Sociology; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003690472,0.0001361669,0.0006548342,0.0009298763,0.0002240689,0.00007193311,0.0001505783,0.000161343,0.0001172867],"category_scores_gemma":[0.0000601698,0.0001132373,0.0002448839,0.002151514,0.0001423605,0.000147164,0.00001865709,0.0005511447,0.000005163877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003988141,"about_ca_system_score_gemma":0.0001627941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001526918,"about_ca_topic_score_gemma":0.00002353272,"domain_scores_codex":[0.9972831,0.00003903267,0.0004562193,0.0005241103,0.001140401,0.0005571225],"domain_scores_gemma":[0.9980201,0.00008662127,0.00008151397,0.000463703,0.0008864127,0.0004616259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0242696,0.002245121,0.4131358,0.002872882,0.001483072,0.0006908845,0.03590335,0.00008012517,0.00660948,0.01973431,0.005888281,0.4870871],"study_design_scores_gemma":[0.004607741,0.04891478,0.8314752,0.003136605,0.002412519,0.00001995636,0.03427961,0.03324732,0.005594773,0.002274589,0.03320663,0.0008302646],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996832,0.0005434643,0.00003727534,0.0007119775,0.00002628212,0.0009640789,0.00005856149,0.00002924838,0.0007971221],"genre_scores_gemma":[0.9978739,0.0002939026,0.000367199,0.00006401716,0.0002374012,0.00006164143,0.000572509,0.00002533663,0.0005040981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4862568,"threshold_uncertainty_score":0.4617685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0721921905975781,"score_gpt":0.4372517091580981,"score_spread":0.36505951856052,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}